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covi

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VRAM Ghost Busting: Who You Gonna Close()?

hcompany.ai
1 points·by covi·قبل 18 يومًا·0 comments

SkyPilot Sandboxes: Run Agent Code on Your Own Kubernetes, at Scale

blog.skypilot.co
6 points·by covi·الشهر الماضي·0 comments

RL Doesn't Work on Slurm

blog.skypilot.co
5 points·by covi·قبل شهرين·0 comments

SkyPilot: One system to use and manage all AI compute (K8s, 20 clouds, Slurm)

github.com
15 points·by covi·قبل 6 أشهر·2 comments

The Evolution of AI Job Orchestration

blog.skypilot.co
2 points·by covi·قبل 12 شهرًا·0 comments

Large-Scale AI Batch Inference: 9x Faster Embedding Generation

blog.skypilot.co
1 points·by covi·السنة الماضية·0 comments

Abusing SQLite to Handle Concurrency

blog.skypilot.co
2 points·by covi·السنة الماضية·0 comments

Using DeepSeek R1 for RAG: Do's and Don'ts

blog.skypilot.co
13 points·by covi·السنة الماضية·0 comments

Building Large-Scale Image Search Using VectorDB and OpenAI Clip

blog.skypilot.co
3 points·by covi·السنة الماضية·2 comments

Fungible cloud compute and storage: AI training on any cloud

tigrisdata.com
2 points·by covi·قبل سنتين·0 comments

Getting $1M cloud credits for AI startups – and using them wisely

blog.skypilot.co
1 points·by covi·قبل سنتين·0 comments

You Ran the Operational Database on What? Testing Spot Instances

cockroachlabs.com
3 points·by covi·قبل سنتين·1 comments

Can Multi-Modal LLMs "See" Images? A Deep Dive with ASCII Art

blog.skypilot.co
3 points·by covi·قبل سنتين·0 comments

Embarrassingly parallel batch jobs on multiple clouds or regions

skypilot.readthedocs.io
1 points·by covi·قبل سنتين·0 comments

Llama 3.1 finetuning on your own data and infra, without vendor lock-in

blog.skypilot.co
2 points·by covi·قبل سنتين·0 comments

Guide: Finetune Llama 3.1 on your infra

github.com
5 points·by covi·قبل سنتين·0 comments

AI on Kubernetes Without the Pain

blog.skypilot.co
2 points·by covi·قبل سنتين·0 comments

Dagster and SkyPilot: Orchestrating LLM training cost-effectively

dagster.io
3 points·by covi·قبل سنتين·0 comments

Inflection CEO Left, Became CEO of Microsoft AI

twitter.com
5 points·by covi·قبل سنتين·0 comments

SkyServe: A cost-efficient, multi-region/cloud library for serving GenAI models

blog.skypilot.co
4 points·by covi·قبل سنتين·0 comments

comments

covi
·قبل 4 أشهر·discuss
This feels like the chimpanzee with a power drill. An agent is honestly just brute-force search, but guided.
covi
·قبل 5 أشهر·discuss
The post says Slurm supports gang scheduling, k8s doesn't (out of the box).
covi
·السنة الماضية·discuss
Take a look at SkyPilot. Good for running these batch workloads. You can use spot instances to save costs.
covi
·السنة الماضية·discuss
To massively increase the reliability to get GPUs, you can use something like SkyPilot (https://github.com/skypilot-org/skypilot) to fall back across regions, clouds, or GPU choices. E.g.,

$ sky launch --gpus H100

will fall back across GCP regions, AWS, your clusters, etc. There are options to say try either H100 or H200 or A100 or <insert>.

Essentially the way you deal with it is to increase the infra search space.
covi
·السنة الماضية·discuss
Related: https://skyplane.org/en/latest/ (mentioned in OP)

From what I know this idea underpins a few FAANG-level companies' data transfer systems. OP's value = a simple implementation of the idea that's OSS and applied to AI.
covi
·السنة الماضية·discuss
Congrats on the API launch (from SkyPilot)!
covi
·قبل سنتين·discuss
If you want to use your own GPUs or cloud accounts but with a great dev experience, see SkyPilot.